This study identifies 9 hub genes (FAM46C, FUT4, ODC1, UQCRB, ID2, TSC22D1, IL17RB, AHR, and MGAT4B) as shared molecular signatures between GERD and stroke through integrative bioinformatics analysis. Here, MGAT4B is linked to gastroesophageal reflux disease.